{ "id": "2201.11135", "version": "v1", "published": "2022-01-26T19:00:01.000Z", "updated": "2022-01-26T19:00:01.000Z", "title": "HOLISMOKES. VIII. High-redshift Strong Lens Candidates from the Hyper Suprime-Cam Subaru Strategic Program", "authors": [ "Yiping Shu", "Raoul CaƱameras", "Stefan Schuldt", "Sherry H. Suyu", "Stefan Taubenberger", "Kaiki Taro Inoue", "Anton T. Jaelani" ], "comment": "13 pages, 7 figures + appendices, submitted to A&A. Comments are welcome", "categories": [ "astro-ph.GA" ], "abstract": "We carry out a dedicated search for strong-lens systems with high-redshift lens galaxies with the goal of extending strong lensing-assisted galaxy evolutionary studies to earlier cosmic time. Two strong-lens classifiers are constructed from a deep residual network and trained with datasets of different lens redshift and brightness distributions. We classify a sample of 5,356,628 pre-selected objects from the Wide layer fields in the second public data release of the Hyper Suprime-Cam Subaru Strategic Program (HSC-SSP) by applying the two classifiers to their HSC $gri$-filter cutouts. Cutting off at thresholds that correspond to a false-positive rate of $10^{-3}$ on our test set, the two classifiers identify 5,468 and 6,119 strong-lens candidates. Visually inspecting the cutouts of those candidates results in 735 grade-A/B strong-lens candidates in total, of which 277 candidates are discovered for the first time. This is the single largest set of galaxy-scale strong-lens candidates discovered with HSC data to date, and nearly half of it (331/735) contains lens galaxies with photometric redshifts above 0.6. Our discoveries will serve as a valuable target list for ongoing and scheduled spectroscopic surveys such as the Dark Energy Spectroscopic Instrument, the Subaru Prime Focus Spectrograph project, and the Maunakea Spectroscopic Explorer.", "revisions": [ { "version": "v1", "updated": "2022-01-26T19:00:01.000Z" } ], "analyses": { "keywords": [ "hyper suprime-cam subaru strategic program", "high-redshift strong lens candidates", "prime focus spectrograph project", "strong lensing-assisted galaxy evolutionary" ], "note": { "typesetting": "TeX", "pages": 13, "language": "en", "license": "arXiv", "status": "editable" } } }